利用卷积神经网络进行毫米波图像违禁物体定位
姚家雄, 杨明辉, 朱玉琨, 吴亮, 孙晓玮. 利用卷积神经网络进行毫米波图像违禁物体定位[J]. 红外与毫米波学报, 2017, 36(3): 354.
YAO Jia-Xiong, YANG Ming-Hui, ZHU Yu-Kun, WU Liang, SUN Xiao-Wei. Using convolutional neural network to localize forbidden object in millimeter-wave image[J]. Journal of Infrared and Millimeter Waves, 2017, 36(3): 354.
[1] Sheen D M, Mcmakin D L, Hall T E. Three-dimensional millimeter-wave imaging for concealed weapon detection [J]. IEEE Transactions on Microwave Theory & Techniques, 2001, 49(9):1581-1592.
[2] Yu-Kun Zhu, M-H Y, Liang Wu, et al. Millimeter-wave holographic imaging algorithm with amplitude corrections [J]. Progress In Electromagnetics Research, 2016, 49: 33-39.
[3] FEI Peng, FANG Wei-hai, WEN Xin, et al. State of the art and future prospect of the active millimeter wave imaging technique for personnel screening [J]. Journal of Microwaves, 2015, 31(2): 91-96.
[4] Keller P E, Mcmakin D L, Hall T E, et al. International Joint Conference on Neural Networks, 2006:2009-2014.
[5] Lécun Y, Bottou L, Bengio Y, et al. Gradient-based learning applied to document recognition [J]. Proceedings of the IEEE, 1998, 86(11): 2278-2324.
[6] Girshick R, Donahue J, Darrell T, et al. Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation [J]. Computer Science, 2013:580-587.
[7] Ren S, He K, Girshick R, et al. Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks [J]. IEEE Transactions on Pattern Analysis & Machine Intelligence, 2016: 1-1.
[8] Sermanet P, Eigen D, Zhang X, et al. OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks [J]. Eprint Arxiv, 2013.
[9] Deng J, Dong W, Socher R, et al., 2009:248-255.
[10] Krizhevsky A, Sutskever I, Hinton G E. ImageNet Classification with Deep Convolutional Neural Networks [J]. Advances in Neural Information Processing Systems, 2012, 25(2): 2012.
[11] He K, Zhang X, Ren S, et al. Deep Residual Learning for Image Recognition [J]. Computer Science, 2015.
[12] Zeiler M D, Fergus R. Visualizing and Understanding Convolutional Networks:Springer International Publishing,2013.
[13] Lin M, Chen Q, Yan S. Network In Network [J]. Computer Science, 2014.
[14] Szegedy C, Liu W, Jia Y, et al. Going deeper with convolutions [J]. 2014: 1-9.
[15] Nair V, Hinton G E. International Conference on Machine Learning, 2010:807-814.
[16] Breiman L. Random Forest [J]. Machine Learning, 2001, 45:5-32.
姚家雄, 杨明辉, 朱玉琨, 吴亮, 孙晓玮. 利用卷积神经网络进行毫米波图像违禁物体定位[J]. 红外与毫米波学报, 2017, 36(3): 354. YAO Jia-Xiong, YANG Ming-Hui, ZHU Yu-Kun, WU Liang, SUN Xiao-Wei. Using convolutional neural network to localize forbidden object in millimeter-wave image[J]. Journal of Infrared and Millimeter Waves, 2017, 36(3): 354.
PDF全文
